The Occupational Work and Wage Stats (OEWS) program makes work and wage estimates every year for over 800 occupations. These estimates are available to the country in general, for unique states, and for metropolitan and nonmetropolitan regions. Theoretical chemistry has large overlap with condensed subject physics and molecular physics. See https://britishchemist.co.uk/